Robert Ehrlich wrote:

>to my knowledge, there is no satisfying "theory"
>associated withcluster analyis--only rules of thumb.

The underlying theory is classification theory; see Jardine 
& Sibson, Sokal & Sneath, or The Classification Society 
Bulletin.


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